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ResearchFormerly WizWand

Personalized Federated Learning on DRAKE dynamic (Self)

70.67AlastFedMosaic
57.597260.991164.38567.7789May 20, 2025
Updated 7mo ago

Evaluation results

MethodLinks
FedMosaicModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Self2025.0570.6763.51
FedMosaicBackbone Configuration=Llama 3B / Qwen 1.5B2025.0570.6263.33
FedMosaicBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.0569.6462.09
FedMosaic2025.0568.9460.96
FedITModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Self2025.0568.7260.88
SFTModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Self2025.0568.661.33
SFTBackbone Configuration=Llama 3B / Qwen 1.5B2025.0568.4161.04
FedITBackbone Configuration=Llama 3B / Qwen 1.5B2025.0567.8160.46
TAKFLModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Self2025.0567.7760.13
FedDPAModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Self2025.0567.3860.2
SFTBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.0567.2460.42
FedITBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.0567.2160.05
DITTOModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Self2025.0566.7760.67
FedSimModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Self2025.0566.6559.49
SFT2025.0566.4159.17
FedSimBackbone Configuration=Llama 3B / Qwen 1.5B2025.0566.459.08
FedIT2025.0566.1858.95
TAKFLBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.0566.1358.47
FedDATModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Self2025.0566.0860
FedDPABackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.0565.9358.42
FedDPABackbone Configuration=Llama 3B / Qwen 1.5B2025.0565.9258.73
FedMKTModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Self2025.0565.4459.18
TAKFLBackbone Configuration=Llama 3B / Qwen 1.5B2025.0565.4158.52
FedMKTBackbone Configuration=Llama 3B / Qwen 1.5B2025.0565.3858.57
FedSimBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.0565.2458.33
FedSim2025.056558.18
PerAdaModel Families=LLaVA-Llama3.2, LLaVA-Qwen2.5, Evaluation Protocol=Self2025.0564.8658.73
TAKFL2025.0564.7358.33
DITTOBackbone Configuration=Llama 3B / Qwen 1.5B2025.0564.3457.72
FedMKTBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.0564.2958.31
PerAdaBackbone Configuration=Llama 3B / Qwen 1.5B2025.0564.1157.89
FedDATBackbone Configuration=Llama 3B / Qwen 1.5B2025.0563.8658.41
DITTOBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.0563.7857.11
FedDPA2025.0563.2657.31
FedMKT2025.0563.2557.23
FedDATBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.0563.1657.74
PerAdaBackbone Configuration=Llama 1B / Llama 3B / Qwen 1.5B2025.0562.8757.07
DITTO2025.0561.5656.36
FedDAT2025.0560.4356.82
PerAda2025.0558.154.84